{"id":"W4415899080","doi":"10.1136/jitc-2025-sitc2025.0016","title":"16 Automated tertiary lymphoid structure detection and prognostic value in colorectal liver metastases","year":2025,"lang":"","type":"article","venue":"Regular and Young Investigator Award Abstracts","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Value (mathematics); Colorectal cancer; Lymphatic system; Metastasis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005752493,0.000795887,0.0009652291,0.0006484976,0.0003501295,0.0002554556,0.0001332007,0.0006861393,0.00003978602],"category_scores_gemma":[0.0009066337,0.0007347797,0.0001789613,0.0007554045,0.0007430984,0.0003913613,0.0001491439,0.000539404,0.00001070265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004456708,"about_ca_system_score_gemma":0.0009062374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001660536,"about_ca_topic_score_gemma":0.0004166018,"domain_scores_codex":[0.9962218,0.000468146,0.0009632039,0.00107774,0.0004475106,0.0008216435],"domain_scores_gemma":[0.9980749,0.0002738006,0.0002654838,0.000355771,0.0001347558,0.0008952618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003205065,0.0002900783,0.9170167,0.001875717,0.0007448786,0.001245508,0.0007208615,0.0000214325,0.06850158,0.0001413,0.0003727976,0.008748574],"study_design_scores_gemma":[0.003679978,0.0004799885,0.7257705,0.001677297,0.002505359,0.0008356101,0.0002503685,0.03024108,0.2329025,0.000528283,0.0005442177,0.0005848436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666479,0.02946865,0.00001587077,0.0006140002,0.0007221968,0.001927644,0.0001247983,0.0002696369,0.0002092768],"genre_scores_gemma":[0.9973319,0.001299476,0.0003781049,0.0003503796,0.0001510873,0.00008713636,0.0001600288,0.00006506783,0.0001768703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1912463,"threshold_uncertainty_score":0.9995103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490278886356762,"score_gpt":0.2260826281030468,"score_spread":0.2111798392394792,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}